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Mappio live demo: map supplier files to your PIM once
Stephan Spijkers
· 2026-10-08 · 2 min read
Tomas Hesseling demos Mappio, a PIM-agnostic tool that maps supplier Excel files to Ergonode, Akeneo or Pimcore once and flags every structural change.
Signal
AI's Impact on Product Data: A Conversation with Viamedici
Stephan Spijkers
· 2026-10-05 · 2 min read
Stephan Spijkers and Al Bissmeyer of Viamedici explain why AI returns in PIM depend on clean product data, subject matter experts and an AI-ready architecture.
Signal
The Single Source EP.13: Digital Product Passport, Data Management and Supplier Collaboration
Stephan Spijkers
· 2026-10-04 · 4 min read
Stephan Spijkers and Helen Grimster treat the Digital Product Passport as a data opportunity and explain why compliance depends on working closely with suppliers.
Signal
Qlicks joins Crystallize's partner network
Stephan Spijkers
· 2026-10-04 · 1 min read
Hilversum agency Qlicks now implements Crystallize, giving Dutch buyers a local delivery option for the headless commerce platform.
Signal
Recap: Data Cleansing: Folksonomy and Data Dictionaries
Stephan Spijkers
· 2026-09-29 · 5 min read
Better AI models will not fix bad product data. Stephan Spijkers and Isak Marais of AICA Data explain how to build trusted MRO data with a provable ROI.
Signal
Round Table PPWR & DPP: Practical Steps towards Compliance
Stephan Spijkers
· 2026-09-25 · 2 min read
PPWR and the Digital Product Passport draw on the same product data. Our round table mapped the practical steps to build one compliance-ready model.
Signal
Incomplete Product Data Starts With the Supplier File. It Ends on Someone Else’s Report.
Stephan Spijkers
· 2026-09-25 · 6 min read
Incomplete product data enters via supplier files and shows up as ecommerce bounce, returns and service costs. Govern intake at the door and name join ownership between sell-side outcomes and…
Signal
Where Procurement and Commerce Break Product Master Data
Stephan Spijkers
· 2026-09-20 · 5 min read
Product master data breaks where procurement stops talking to commerce. Why buy-side and sell-side must share identity from supplier intake onward.
Signal
Single Source Ep. 9: AI to Build Your Product Universe
Nathalie
· 2026-05-26 · 4 min read
Single Source Ep. 9: Crystallize CEO Bard Farstad on AI agents as first-class PIM consumers, and how to build a product universe from the ground up.
Signal
Single Source Ep. 6: Why AI Needs Data Quality First
Nathalie
· 2026-04-22 · 3 min read
Single Source Ep. 6: why data quality is non-negotiable for AI. Stephan Spijkers and Chris Jobse on the wall every model hits in product data.
Signal
Priint at WWV: Product Data to Marketing Assets
Nathalie
· 2026-04-02 · 2 min read
Priint Group at Webwinkel Vakdagen: how automated publishing turns PIM, DAM, and ERP data into catalogs, flyers, and sales-ready marketing materials.
Signal
Single Source Ep. 4: Dirty Data Excel Can't Fix
Nathalie
· 2026-03-31 · 2 min read
Single Source Ep. 4: dirty data, and why Excel cannot get you out. The cost in delayed launches, failed integrations, and AI that sounds sure but is wrong.
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